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Institute of Information Engineering, Chinese Academy of Sciences, School of Cyber Security, University of Chinese Academy of Sciences
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EchoPrompt reveals that by restoring latent prompts, we can significantly enhance the detection of LLM-generated text, achieving state-of-the-art results without any training.
A novel ensemble method substantially improves the reliability of detecting Chinese LLM-generated text, even against adversarial examples.
Finally, a practical way to audit LLM watermarks without needing the model provider's secret sauce.
