Combating misinformation in the age of llms: Opportunities and challenges
Misinformation such as fake news and rumors is a serious threat for information ecosystems
and public trust. The emergence of large language models (LLMs) has great potential to …
and public trust. The emergence of large language models (LLMs) has great potential to …
On the trustworthiness landscape of state-of-the-art generative models: A comprehensive survey
Diffusion models and large language models have emerged as leading-edge generative
models and have sparked a revolutionary impact on various aspects of human life. However …
models and have sparked a revolutionary impact on various aspects of human life. However …
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 …
Dna-gpt: Divergent n-gram analysis for training-free detection of gpt-generated text
Large language models (LLMs) have notably enhanced the fluency and diversity of machine-
generated text. However, this progress also presents a significant challenge in detecting the …
generated text. However, this progress also presents a significant challenge in detecting the …
Outfox: Llm-generated essay detection through in-context learning with adversarially generated examples
Large Language Models (LLMs) have achieved human-level fluency in text generation,
making it difficult to distinguish between human-written and LLM-generated texts. This poses …
making it difficult to distinguish between human-written and LLM-generated texts. This poses …
A survey on llm-gernerated text detection: Necessity, methods, and future directions
The powerful ability to understand, follow, and generate complex language emerging from
large language models (LLMs) makes LLM-generated text flood many areas of our daily …
large language models (LLMs) makes LLM-generated text flood many areas of our daily …
Monitoring ai-modified content at scale: A case study on the impact of chatgpt on ai conference peer reviews
We present an approach for estimating the fraction of text in a large corpus which is likely to
be substantially modified or produced by a large language model (LLM). Our maximum …
be substantially modified or produced by a large language model (LLM). Our maximum …
A survey on detection of llms-generated content
The burgeoning capabilities of advanced large language models (LLMs) such as ChatGPT
have led to an increase in synthetic content generation with implications across a variety of …
have led to an increase in synthetic content generation with implications across a variety of …
Detecting multimedia generated by large ai models: A survey
The rapid advancement of Large AI Models (LAIMs), particularly diffusion models and large
language models, has marked a new era where AI-generated multimedia is increasingly …
language models, has marked a new era where AI-generated multimedia is increasingly …
Adaptive ensembles of fine-tuned transformers for llm-generated text detection
Large language models (LLMs) have reached human-like proficiency in generating diverse
textual content, underscoring the necessity for effective fake text detection to avoid potential …
textual content, underscoring the necessity for effective fake text detection to avoid potential …