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Chao-Cheng He

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#artificial intelligence Preprint Sep 2026

How User-AI Mistreatment Occurs and Matters in Conversational Systems?

It is found that user hostility varies 13-fold across models, driven largely by who each model attracts rather than by model behaviour: first-turn hostility spreads far wider than post-response hostility, and more than fifteenfold separates the extremes even after deduplicating opening prompts.

Fan-Qi Zeng, Sadid A. Hasan, Chao-Cheng He · 0 citations

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