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Achieve state-of-the-art authorship attribution and few-shot AI-generated text detection by explicitly disentangling style and content with a VAE architecture and an explanation-generating discriminator.
LLMs can be made 20% more reliable by attributing claims to their origins and verifying them, a strategy that beats verification alone.