"Now we have heard that, as for those sages before Confucius, if it had not been for Confucius, there would have been no way for them to be known, and as for those sages after Confucius, if not for him, there would have been no one for them to emulate. He is called the one who transmitted Yao and Shun as if they were his own ancestors, who took as his model Wen and Wu, patterned himself after the hundred kings, (...) and served as the pattern to be imitated for ten thousand generations." This is an important passage of an edict issued in the eleventh year of the Ta-te Emperor of the Yuan dynasty which bestowed upon Confucius the exclusive title of Fully Perfected Great Sage [ta-ch'eng chih-sheng]. Obviously, in terms of human attainment, Confucius was truly a great person of great learning, character, and usefulness. For two thousand years, his doctrines and his behavior as a man have had a great role and influence in China's cultural and material systems, scholarly thought, social morality, and even her order or disorder, prosperity or decay. If we were to remove his role and influence, then could two thousand years of China's history and culture have developed as it has, with a tradition still present? This is a good question. From this it is clear that Confucius' relationship to Chinese culture was most important. (shrink)

This paper focuses on the potential of “equitech”—AI technology that improves equity. Recently, interventions have been developed to reduce the harm of implicit bias, the automatic form of stereotype or prejudice that contributes to injustice. However, these interventions—some of which are assisted by AI-related technology—have significant limitations, including unintended negative consequences and general inefficacy. To overcome these limitations, we propose a two-dimensional framework to assess current AI-assisted interventions and explore promising new ones. We begin by using the case of human (...) resource recruitment as a focal point to show that existing approaches have exploited only a subset of the available solution space. We then demonstrate how our framework facilitates the discovery of new approaches. The first dimension of this framework helps us systematically consider the analytic information, intervention implementation, and modes of human-machine interaction made available by advancements in AI-related technology. The second dimension enables the identification and incorporation of insights from recent research on implicit bias intervention. We argue that a design strategy that combines complementary interventions can further enhance the effectiveness of interventions by targeting the various interacting cognitive systems that underlie implicit bias. We end with a discussion of how our cognitive interventions framework can have positive downstream effects for structural problems. (shrink)