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LLMs Alter Meaning of Social Media Posts on Controversial Topics: Oxford Study

Large language models often change the direction of social media posts on controversial topics even when explicitly instructed to preserve the original meaning, an Oxford-led study finds.
Illustration of a chatbot robot beside a smartphone with a megaphone, likes and follower notifications, representing AI tools influencing social media.
July 7, 2026 01:54 PM IST | Written by Supriya Singh | Edited by Vaibhav Jha

A new research study by a group of researchers from Oxford University has found that Artificial Intelligence (AI) tools used to generate, edit or contextualize social media posts can introduce hidden biases that spread through online networks and shape public opinion.

According to the study by researchers from the Oxford Internet Institute (OII) at the University of Oxford and the Hasso Plattner Institute at the University of Potsdam, large language models (LLMs) often change the direction of social media posts on controversial topics, even when explicitly instructed to keep the original meaning.

The researchers also show, through simulations of real-world social networks, how these small changes could accumulate across millions of interactions and gradually influence broader public opinion.

The findings by the researchers have raised questions about the growing use of AI-powered writing tools on social media platforms and hence has suggested that AI-mediated communication could become a powerful new mechanism for influencing public discourse.

The study, AI-Mediated Communication Can Steer Collective Opinion, authored by Dr. Stratis Tsirtsis, Dr Kai Rawal, Dr Chris Russell, Professor Brent Mittelstadt and Professor Sandra Wachter, has been accepted for presentation at the AI4Good and Technical AI Governance Research workshops at the ongoing International Conference on Machine Learning (ICML 2026) in Seoul, South Korea.

The study also disclosed that biases were similar across different AI systems. It noted that multiple models altered posts in similar directions, favouring some positions such as gun control, marijuana legalization and feminism, while pushing against others such as atheism and the death penalty.

It further highlighted that small changes in individual posts can influence public opinion over time.

The researchers argued that AI systems embedded in social media platforms can shape how opinions spread online, creating new challenges for transparency, accountability and regulation. The study also showed that specific implementation decisions made by platforms can significantly affect the direction and magnitude of AI-generated influence.

The researchers instructed large language models (LLMs) from different providers to transform human-written texts on contested topics into improved social media posts. They then analyzed whether the AI-generated versions systematically changed the position expressed in the original posts.

They used mathematical modelling and computer simulations based on real social network data from X and Facebook to examine how these small changes could spread through online networks and affect broader public opinion over time.

Also Read: AI Agents Can Run Coordinated Political Campaigns: USC Study

Authors

  • AI FrontPage Reporter Supriya Singh

    Supriya Singh is a Reporter at AI FrontPage covering the AI & Education and AI & Jobs beats. She brings six years of print and digital experience, including three years at The Asian Age, where she reported on higher education, Delhi government, and crime. She is based in Delhi-NCR.

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  • Vaibhav Jha, editor and co-founder at AI FrontPage

    Vaibhav Jha is an Editor and Co-founder of AI FrontPage. In his decade long career in journalism, Vaibhav has reported for publications including The Indian Express, Hindustan Times, and The New York Times, covering the intersection of technology, policy, and society. Outside work, he’s usually trying to persuade people to watch Anurag Kashyap films.

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