FakeGPT: Fake News Generation, Explanation and Detection of Large Language Models

arXiv:2310.05046v2 Announce Type: replace
Abstract: The rampant spread of fake news has adversely affected society, resulting in extensive research on curbing its spread. As a notable milestone in large language models (LLMs), ChatGPT has gained significant attention due to its exceptional natural language processing capabilities. In this study, we present a thorough exploration of ChatGPT's proficiency in generating, explaining, and detecting fake news as follows. Generation -- We employ four prompt methods to generate fake news samples and prove the …

abstract arxiv attention capabilities chatgpt cs.cl detection fake fake news fake news generation language language models language processing large language large language models llms natural natural language natural language processing processing research society study type