Author

Azza Bouleimen

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#artificial intelligence Preprint Sep 2026

Illusory Truth or Mere Exposure? Model-Dependent Repetition Effects in LLM-Based Social Media Simulations

Generative agent-based models (GABMs) are increasingly used to simulate social media dynamics, including misinformation spread. For such social simulations to be valid proxies of human behavior, LLM agents should replicate established human cognitive biases, among them the Illusory Truth Effect (ITE), where repeated ex...

Azza Bouleimen, Nicolò Pagan, Anikó Hannák · 0 citations

#artificial intelligence Preprint Sep 2026

Prompt Revision as a Source of Cultural Bias in Text-to-Image Systems

WorldVIEW, a multilingual benchmark of 8,960 prompts across 15 languages and 31 language-context pairings, is introduced, and the revision layer itself is identified as a previously undocumented, causal source of this stereotyping.

Aleksandra Urman, Elsa Lichtenegger, Salima Jaoua et al. · 1 citation