AI RESEARCH
Are LLMs More Skeptical of Entertainment News?
arXiv CS.AI
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ArXi:2605.01727v1 Announce Type: new Large language models (LLMs) are increasingly used for automated news credibility assessment, yet it remains unclear whether they apply even-handed standards across journalistic genres. We examine whether zero-shot LLMs are likely to misclassify legitimate entertainment news as fake than legitimate hard news, using a within-dataset design on GossipCop from FakeNewsNet.