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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 comprehensive survey on robust image watermarking
With the rapid development and popularity of the Internet, multimedia security has become a
general essential concern. Especially, as manipulation of digital images gets much easier …
general essential concern. Especially, as manipulation of digital images gets much easier …
A survey on ChatGPT: AI–generated contents, challenges, and solutions
With the widespread use of large artificial intelligence (AI) models such as ChatGPT, AI-
generated content (AIGC) has garnered increasing attention and is leading a paradigm shift …
generated content (AIGC) has garnered increasing attention and is leading a paradigm shift …
Fast-detectgpt: Efficient zero-shot detection of machine-generated text via conditional probability curvature
Large language models (LLMs) have shown the ability to produce fluent and cogent content,
presenting both productivity opportunities and societal risks. To build trustworthy AI systems …
presenting both productivity opportunities and societal risks. To build trustworthy AI systems …
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 …
On the dangers of stochastic parrots: Can language models be too big?🦜
The past 3 years of work in NLP have been characterized by the development and
deployment of ever larger language models, especially for English. BERT, its variants, GPT …
deployment of ever larger language models, especially for English. BERT, its variants, GPT …
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 …
Scalable watermarking for identifying large language model outputs
Large language models (LLMs) have enabled the generation of high-quality synthetic text,
often indistinguishable from human-written content, at a scale that can markedly affect the …
often indistinguishable from human-written content, at a scale that can markedly affect the …
Ghostbuster: Detecting text ghostwritten by large language models
We introduce Ghostbuster, a state-of-the-art system for detecting AI-generated text. Our
method works by passing documents through a series of weaker language models, running …
method works by passing documents through a series of weaker language models, running …
Adversarial watermarking transformer: Towards tracing text provenance with data hiding
Recent advances in natural language generation have introduced powerful language
models with high-quality output text. However, this raises concerns about the potential …
models with high-quality output text. However, this raises concerns about the potential …