Michelle Phan

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs

Algorithmic fairness has conventionally adopted the mathematically convenient perspective of racial color-blindness (i.e., difference unaware treatment). However, we contend that in a range of important settings, group difference awareness matters. For example, differentiating between groups may be…