AI editing of human texts introduces directional biases that amplify through social networks to steer collective opinions, demonstrated empirically and via an analytical model with a real-world audit of Grok on X.
Opinion dynamics: A comprehensive overview.arXiv preprint arXiv:2511.00401, 2025
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Ratio-dependent contrarian activation in groups of three extends the Galam model to allow strategies that bias outcomes toward the initial majority or enforce random fifty-fifty results.
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AI-Mediated Communication Can Steer Collective Opinion
AI editing of human texts introduces directional biases that amplify through social networks to steer collective opinions, demonstrated empirically and via an analytical model with a real-world audit of Grok on X.
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Ratio-Dependent Contrarian Activation in Opinion Dynamics
Ratio-dependent contrarian activation in groups of three extends the Galam model to allow strategies that bias outcomes toward the initial majority or enforce random fifty-fifty results.