Enhancing Explainability and Contestability through AI Pluralism and Rhetorical Argumentation
摘要
This chapter argues that AI pluralism, the deliberate differentiation of AI agents to enable multiple situated perspectives in deliberation, provides a crucial link between technical interpretabilityinterpretability and democratic accountabilityaccountability in artificial intelligence systems. As AI increasingly influences high-stakes domains such as healthcare, finance, and criminal justice, the dual challenges of explainability (making AI decisions transparent and understandable) and contestability (enabling meaningful challenge and revision) become paramount.