From Form to Logic: Masked Reconstruction and Reasoning Distillation for Short Video Fake News Detection
PCDD is proposed, a novelception-C ognition-driven D etector that jointly observes the form and probes the logic for short video fake news detection and transfers reasoning capabilities from LLMs to a lightweight student to mine cognitive forgeries, while reducing the risk of hallucinations and eliminating reliance on LLMs at inference.