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Open Access Publications from the University of California

Empathy in Explanation

Creative Commons 'BY' version 4.0 license
Abstract

Why do we give the explanations we do? Recent work has suggested that we should think of explanation as a kind of cooperative social interaction, between a why-question-asker and an explainer. Here, we apply this perspective to consider the role emotion plays in this social interaction. We develop a computational framework for modeling explainers who consider the emotional impact an explanation might have on a listener. We test our framework by modeling human intuitions about how a doctor should explain to a patient why they have a disease, depending on the patient's propensity for regret. Our model predicts human intuitions well, better than ablations suggestive that people do indeed reason about emotion when giving explanations. See https://sites.google.com/view/empathy-in-explanation for further details and pre-print.