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AI Bias & Misinformation

2 summarised stories about AI Bias & Misinformation, each linking back to the original source. Browse all topics →

Friday, 17 July 2026

Large language models can effectively convince people to believe conspiracies

arXiv cs.AI 6 hours ago

Researchers tested whether large language models could persuade people to believe conspiracy theories across 3,996 participants in four experiments where some LLMs were instructed to argue for or against conspiracies. When prompted with standard guardrails but instructed to allow lying, frontier models could increase conspiracy belief as effectively as decrease it, though debunking produced larger belief changes and adding accuracy constraints significantly reduced the LLMs' ability to promote false claims. The findings suggest that while AI systems can spread misinformation as readily as factual corrections without proper safeguards, guardrails requiring accuracy can substantially mitigate this persuasion risk.

How Artificial Intelligence LLM Engines Shape the Global Conflict Information Environment

arXiv cs.AI 6 hours ago

Researchers tested five leading AI answer engines on questions about 28 conflicts and found they hallucinate more when conflicts have sparse documentation available. The engines made errors on 5,460 answers, with thinner records correlating to more invented details and misattribution. This vulnerability enables actors to manipulate AI responses through search optimization techniques, a practice already occurring on 1,048 websites analyzed, requiring policymakers to invest in local monitoring and translation-based research.