As the use of artificial intelligence (AI) in high-stakes decision-making increases, the ability to contest such decisions is being recognised in AI ethics guidelines as an important safeguard for individuals. Yet, there is little guidance on how AI systems can be designed to support contestation. In this paper we explain that the design of a contestation process is important due to its impact on perceptions of fairness and satisfaction. We also consider design challenges, including a lack of transparency as well as the numerous design options that decision-making entities will be faced with. We argue for a human-centred approach to designing for contestability to ensure that the needs of decision subjects, and the community, are met.
翻译:随着人工智能(AI)在高层决策中的使用增多,AI道德准则承认对此类决定提出异议的能力是个人的重要保障,然而,对于如何设计AI系统来支持争议,却没有多少指导,在本文件中我们解释说,争议过程的设计十分重要,因为它对公平和满意感的影响。我们还考虑到设计方面的挑战,包括缺乏透明度以及决策实体将面临的众多设计选择。我们主张在设计可竞争性时采取以人为本的方法,以确保满足决策主体和社区的需要。