Across 16 datasets, trainable misinformation detectors drop sharply under LLM-induced surface rewrites, and LLM-based rewriting helps recover accuracy but with important caveats.
Can llm-generated misinformation be detected? In The Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11,
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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.