cs.AI updates on arXiv.org 08月12日
Can AI Explanations Make You Change Your Mind?
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本文探讨了在AI决策支持系统中,解释力对用户信任的影响。研究表明,用户往往不重视AI的解释,这可能导致AI决策失误。文章分析了影响用户对AI解释细致程度的因素,并探讨了其对用户决策态度的影响。

arXiv:2508.08158v1 Announce Type: cross Abstract: In the context of AI-based decision support systems, explanations can help users to judge when to trust the AI's suggestion, and when to question it. In this way, human oversight can prevent AI errors and biased decision-making. However, this rests on the assumption that users will consider explanations in enough detail to be able to catch such errors. We conducted an online study on trust in explainable DSS, and were surprised to find that in many cases, participants spent little time on the explanation and did not always consider it in detail. We present an exploratory analysis of this data, investigating what factors impact how carefully study participants consider AI explanations, and how this in turn impacts whether they are open to changing their mind based on what the AI suggests.

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AI决策支持系统 解释力 用户信任 AI错误 决策态度
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