Unverified50% confidenceFactExact time
The same piece of fake news can be rewritten into different emotional tones while retaining the core factual claims, and this emotional rewriting may undermine the robustness of detection models.
1
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50%
Confidence
Long-term
Relevance
10/8/2026
First Seen
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Related Claims
Unverified假信息比真实信息传播更快的原因在于其往往更具新奇性和情绪感染力77% similarUnverifiedThe illusory truth effect in psychology refers to the phenomenon whereby the more a statement is repeated, the more people tend to perceive it as true.76% similarUnverifiedThe arXiv paper "Leveraging LLM-Generated Explanations for Detecting Emotionally Rewritten Fake News" proposes a fake news detection framework that uses large language models to generate explanations and integrates information through a gated cross-attention mechanism.75% similarUnverifiedWhen audiences see through the use of positive nostalgic emotions to package controversial content, they may feel a sense of manipulated anger, leading to a more severe public backlash than would occur without the use of nostalgic elements.74% similarUnverifiedDriven by the attention economy, any topic that provokes strong emotional reactions can potentially be co-opted as a traffic tool.71% similar
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