A comprehensive survey of ai-generated content (aigc): A history of generative ai from gan to chatgpt

Y Cao, S Li, Y Liu, Z Yan, Y Dai, PS Yu… - arxiv preprint arxiv …, 2023 - arxiv.org
Recently, ChatGPT, along with DALL-E-2 and Codex, has been gaining significant attention
from society. As a result, many individuals have become interested in related resources and …

Machine-generated text: A comprehensive survey of threat models and detection methods

EN Crothers, N Japkowicz, HL Viktor - IEEE Access, 2023 - ieeexplore.ieee.org
Machine-generated text is increasingly difficult to distinguish from text authored by humans.
Powerful open-source models are freely available, and user-friendly tools that democratize …

Gpt-4 technical report

J Achiam, S Adler, S Agarwal, L Ahmad… - arxiv preprint arxiv …, 2023 - arxiv.org
We report the development of GPT-4, a large-scale, multimodal model which can accept
image and text inputs and produce text outputs. While less capable than humans in many …

Gpts are gpts: An early look at the labor market impact potential of large language models

T Eloundou, S Manning, P Mishkin, D Rock - arxiv preprint arxiv …, 2023 - arxiv.org
We investigate the potential implications of large language models (LLMs), such as
Generative Pre-trained Transformers (GPTs), on the US labor market, focusing on the …

Comparing scientific abstracts generated by ChatGPT to real abstracts with detectors and blinded human reviewers

CA Gao, FM Howard, NS Markov, EC Dyer… - NPJ Digital …, 2023 - nature.com
Large language models such as ChatGPT can produce increasingly realistic text, with
unknown information on the accuracy and integrity of using these models in scientific writing …

How close is chatgpt to human experts? comparison corpus, evaluation, and detection

B Guo, X Zhang, Z Wang, M Jiang, J Nie, Y Ding… - arxiv preprint arxiv …, 2023 - arxiv.org
The introduction of ChatGPT has garnered widespread attention in both academic and
industrial communities. ChatGPT is able to respond effectively to a wide range of human …

Regulating ChatGPT and other large generative AI models

P Hacker, A Engel, M Mauer - Proceedings of the 2023 ACM Conference …, 2023 - dl.acm.org
Large generative AI models (LGAIMs), such as ChatGPT, GPT-4 or Stable Diffusion, are
rapidly transforming the way we communicate, illustrate, and create. However, AI regulation …

Should chatgpt be biased? challenges and risks of bias in large language models

E Ferrara - arxiv preprint arxiv:2304.03738, 2023 - arxiv.org
As the capabilities of generative language models continue to advance, the implications of
biases ingrained within these models have garnered increasing attention from researchers …

Can AI-generated text be reliably detected?

VS Sadasivan, A Kumar, S Balasubramanian… - arxiv preprint arxiv …, 2023 - arxiv.org
The unregulated use of LLMs can potentially lead to malicious consequences such as
plagiarism, generating fake news, spamming, etc. Therefore, reliable detection of AI …

Comparing scientific abstracts generated by ChatGPT to original abstracts using an artificial intelligence output detector, plagiarism detector, and blinded human …

CA Gao, FM Howard, NS Markov, EC Dyer, S Ramesh… - BioRxiv, 2022 - biorxiv.org
Background Large language models such as ChatGPT can produce increasingly realistic
text, with unknown information on the accuracy and integrity of using these models in …