Houjun Liu

Harms in Classification

Representational Harms

System’s representation demeans a social group because it learns about built-in biaes of data

Harms of Censorship

Speech that mention minority group gets sensored because they mention minority groups.

Performance Disparities

For instance, works worse on AAVE. Lack of data, labels, etc.