# accountability
4 articlestagged with “accountability”
Watermarking LLM Outputs for Provenance
Advanced techniques for watermarking LLM-generated text to establish provenance, including deployment architectures, multi-bit encoding schemes, robustness considerations, and the role of watermarking in AI security and accountability frameworks.
Watermark Removal Techniques
Techniques for removing AI watermarks: paraphrasing attacks, token substitution, embedding space perturbation, and implications for model provenance and accountability.
Watermarking LLM Outputs for Provenance
進階 techniques for watermarking LLM-generated text to establish provenance, including deployment architectures, multi-bit encoding schemes, robustness considerations, and the role of watermarking in AI security and accountability frameworks.
浮水印移除技術
移除 AI 浮水印的技術：換句話攻擊、token 替換、embedding 空間擾動，及其對模型來源與可究責性的意涵。