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This paper investigates how LLMs' answers change under meaning-preserving paraphrases, finding that instance-level behavior is unstable (flip rates >23%) and that single-prompt accuracy masks substantial inconsistency, while a self-paraphrasing strategy can partially recover latent knowledge.