A survey of text watermarking in the era of large language models
Text watermarking algorithms are crucial for protecting the copyright of textual content.
Historically, their capabilities and application scenarios were limited. However, recent …
Historically, their capabilities and application scenarios were limited. However, recent …
A watermark for large language models
Potential harms of large language models can be mitigated by watermarking model output,
ie, embedding signals into generated text that are invisible to humans but algorithmically …
ie, embedding signals into generated text that are invisible to humans but algorithmically …
Can AI-generated text be reliably detected?
The unregulated use of LLMs can potentially lead to malicious consequences such as
plagiarism, generating fake news, spamming, etc. Therefore, reliable detection of AI …
plagiarism, generating fake news, spamming, etc. Therefore, reliable detection of AI …
The science of detecting llm-generated text
ACM: Digital Library: Communications of the ACM ACM Digital Library Communications of the
ACM Volume 67, Number 4 (2024), Pages 50-59 The Science of Detecting LLM-Generated Text …
ACM Volume 67, Number 4 (2024), Pages 50-59 The Science of Detecting LLM-Generated Text …
Undetectable watermarks for language models
Recent advances in the capabilities of large language models such as GPT-4 have spurred
increasing concern about our ability to detect AI-generated text. Prior works have suggested …
increasing concern about our ability to detect AI-generated text. Prior works have suggested …
A review of text watermarking: theory, methods, and applications
During the recent years, the issue of preserving the integrity of digital text has become a
focus of interest in the transmission of online content on the Internet. Watermarking has a …
focus of interest in the transmission of online content on the Internet. Watermarking has a …
Identifying and mitigating the security risks of generative ai
Every major technical invention resurfaces the dual-use dilemma—the new technology has
the potential to be used for good as well as for harm. Generative AI (GenAI) techniques, such …
the potential to be used for good as well as for harm. Generative AI (GenAI) techniques, such …
Robust distortion-free watermarks for language models
We propose a methodology for planting watermarks in text from an autoregressive language
model that are robust to perturbations without changing the distribution over text up to a …
model that are robust to perturbations without changing the distribution over text up to a …
Unbiased watermark for large language models
The recent advancements in large language models (LLMs) have sparked a growing
apprehension regarding the potential misuse. One approach to mitigating this risk is to …
apprehension regarding the potential misuse. One approach to mitigating this risk is to …
Provable robust watermarking for ai-generated text
As AI-generated text increasingly resembles human-written content, the ability to detect
machine-generated text becomes crucial. To address this challenge, we present …
machine-generated text becomes crucial. To address this challenge, we present …