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A collection list for Large Language Model (LLM) Watermark

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Awesome-LLM-Watermark

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An UP-TO-DATE collection list for Large Language Model (LLM) Watermark

1. LLM watermark

1.1. Token-level watermark

1.2. Sentence-level watermark (sentence embedding-based watermark)

1.3. Model-level watermark

  • Provable Robust Watermarking for AI-Generated Text
  • Watermarking LLMs with Weight Quantization paper
  • EmMark: Robust Watermarks for IP Protection of Embedded Quantized Large Language Models paper
  • Watermarking Counterfactual Explanations paper
  • Provably Robust Watermarks for Open-Source Language Models paper
  • Learning to Watermark LLM-generated Text via Reinforcement Learning paper

1.4. Watermarking detection

2. Attack for watermark

2.1. Watermark stealing attack

2.2. Watermark removal attack

2.3. Watermark spoofing attack

2.4. Robust watermark

3. Multi-bit watermark

  • Three Bricks to Consolidate Watermarks for Large Language Models paper
  • Provably Robust Multi-bit Watermarking for AI-generated Text via Error Correction Code paper
  • Advancing Beyond Identification: Multi-bit Watermark for Large Language Models
  • Towards Codable Watermarking for Injecting Multi-bits Information to LLMs paper
  • Robust Multi-bit Natural Language Watermarking through Invariant Features
  • Multi-Bit Distortion-Free Watermarking for Large Language Models paper
  • Towards Codable Watermarking for Injecting Multi-bits Information to LLMs
  • Robust Multi-bit Text Watermark with LLM-based Paraphrasers paper
  • PersonaMark: Personalized LLM watermarking for model protection and user attribution paper
  • CODEIP: A Grammar-Guided Multi-Bit Watermark for Large Language Models of Code
  • Enhancing Watermarked Language Models to Identify Users paper
  • CredID: Credible Multi-Bit Watermark for Large Language Models Identification paper

4. Unbiased watermark

5. Analysis of LLM watermark

6. Survey

  • A Survey of Text Watermarking in the Era of Large Language Models
  • Mark My Words: Analyzing and Evaluating Language Model Watermarks paper
  • WaterBench: Towards Holistic Evaluation of Watermarks for Large Language Models
  • SoK: On the Role and Future of AIGC Watermarking in the Era of Gen-AI paper
  • SoK: Watermarking for AI-Generated Content paper

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