Embeddings Bias Auditing: From Theory to Practice

Auditing embeddings for bias requires moving beyond intuition to quantitative measurement. Tools like WEAT, seat tests, and demographic parity checks on downstream tasks give teams concrete signals about where their embedding models encode harmful associations before those systems reach production.