AIBearisharXiv – CS AI · 5h ago6/10
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Beyond Seeing Is Believing: On Crowdsourced Detection of Audiovisual Deepfakes
Researchers conducted crowdsourcing studies to evaluate human ability to detect audiovisual deepfakes, finding that while crowd workers rarely misidentify authentic videos as manipulated, they miss many actual manipulations and struggle significantly with identifying manipulation types. The study reveals that crowdsourcing can serve as a scalable screening mechanism for authenticity verification, but reliable modality attribution remains unresolved.