{"title":"Assessing the risks and opportunities posed by AI-enhanced influence operations on social media","authors":"Rolf Fredheim, James Pamment","doi":"10.1057/s41254-023-00322-5","DOIUrl":null,"url":null,"abstract":"<p>Large language models (LLMs) like GPT-4 have the potential to dramatically change the landscape of influence operations. They can generate persuasive, tailored content at scale, making campaigns using falsified content, such as disinformation and fake accounts, easier to produce. Advances in self-hosted open-source models have meant that adversaries can evade content moderation and security checks built into large commercial models such as those commercialised by Anthropic, Google, and OpenAI. New multi-lingual models make it easier than ever for foreign adversaries to pose as local actors. This article examines the heightened threats posed by synthetic media, as well as the potential that these tools hold for creating effective countermeasures. It begins with assessing the challenges posed by a toxic combination of automated bots, human-controlled troll accounts, and more targeted social engineering operations. However, the second part of the article assesses the potential for these same tools to improve detection. Promising countermeasures include running internal generative models to bolster training data for internal classifiers, detecting statistical anomalies, identifying output from common prompts, and building specialised classifiers optimised for specific monitoring needs.</p>","PeriodicalId":47147,"journal":{"name":"Place Branding and Public Diplomacy","volume":"37 1","pages":""},"PeriodicalIF":1.9000,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Place Branding and Public Diplomacy","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1057/s41254-023-00322-5","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"HOSPITALITY, LEISURE, SPORT & TOURISM","Score":null,"Total":0}
引用次数: 0
Abstract
Large language models (LLMs) like GPT-4 have the potential to dramatically change the landscape of influence operations. They can generate persuasive, tailored content at scale, making campaigns using falsified content, such as disinformation and fake accounts, easier to produce. Advances in self-hosted open-source models have meant that adversaries can evade content moderation and security checks built into large commercial models such as those commercialised by Anthropic, Google, and OpenAI. New multi-lingual models make it easier than ever for foreign adversaries to pose as local actors. This article examines the heightened threats posed by synthetic media, as well as the potential that these tools hold for creating effective countermeasures. It begins with assessing the challenges posed by a toxic combination of automated bots, human-controlled troll accounts, and more targeted social engineering operations. However, the second part of the article assesses the potential for these same tools to improve detection. Promising countermeasures include running internal generative models to bolster training data for internal classifiers, detecting statistical anomalies, identifying output from common prompts, and building specialised classifiers optimised for specific monitoring needs.
期刊介绍:
Place Branding and Public Diplomacy?is a pioneering journal and the first to concentrate on this fast-growing field. Its scope and reach is global and culturally unbiased. Its primary objective is to broaden the understanding of the nature purposes and benefits of both place branding and public diplomacy and to demonstrate how place branding and public diplomacy strategies are implemented in practice.Place branding is the practice of applying brand strategy and other techniques and disciplines - some deriving from commercial practice others newly developed - to the economic social political and cultural development of cities regions and countries. Public diplomacy is the process by which an international actor – often but not exclusively a country – conducts foreign policy by engaging a foreign public. Public Diplomacy and Place Branding are not synonyms but their overlaps are sufficient to justify a journal which considers both activities in their own right and at their point of convergence.Both Place Branding and Public Diplomacy are significantly but not exclusively concerned with reputation management.