research Who’s Sorry Now: User Preferences Among Rote, Empathic, and Explanatory Apologies from LLM Chatbots ACM Transactions on Computer-Human Interaction Thu ACM Transactions on Computer-Human Interaction, Volume 33, Issue 3, Page 1-29, June 2026. dl.acm.org
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