Across 16 datasets, trainable misinformation detectors drop sharply under LLM-induced surface rewrites, and LLM-based rewriting helps recover accuracy but with important caveats.
Fakingrecipe: Detecting fake news on short video platforms from the perspective of creative process
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Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation Detection
Across 16 datasets, trainable misinformation detectors drop sharply under LLM-induced surface rewrites, and LLM-based rewriting helps recover accuracy but with important caveats.