From "Thinking" to "Justifying": Aligning High-Stakes Explainability with Professional Communication Standards

Chen Qian, Yimeng Wang, Yu Chen +2

Explainable AI (XAI) in high-stakes domains should help stakeholders trust and verify system outputs. Yet Chain-of-Thought methods reason before concluding, and logical gaps or hal…