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// ⛨ Safety, Evaluation & Security

LLM Watermarking

Biases generation toward a hidden green list so AI text is detectable.

大模型文本水印 2023 Intermediate core

Original paper ↓ What to learn first →

IN PLAIN WORDS

Seed a random green/red vocabulary split from the previous token and slightly boost green tokens; detection counts green tokens with high confidence.

Used in: AI content provenance (e.g., Google SynthID)

TIMELINE · prerequisites → this → what builds on it

2019 Temperature &…2023 LLM Watermarking

01Original paper

A Watermark for Large Language Models

John Kirchenbauer, Jonas Geiping, Yuxin Wen, et al. · 2023

arXiv ↗ ✓ Verified · arXiv API

02Where it sits

Learn the left column first; the right column builds on this one.

Learn first

LLM Watermarking

Then you can learn

  • Nothing in the atlas builds on it yet

Related:Automated Red Teaming

Temperature & N…Automated Red T… LLM Watermarking

Left: prerequisites · right: builds on this · dashed: related. Full map →

03Learning resources

Official docs, explainers, courses and reference code. All links checked.

Reference code

Official docs

04Where the course teaches it

U92 Security: Jailbreaks, Injection & Privacy Adversarial examples, GCG, prompt injection, red-teaming, watermarking, differential privacy and backdoors. 6 h8 algorithms4 paperslesson ready
For AI / data

Data updated: AI algorithms & curriculum(UTC+8)