NLP Fairness Beyond LLMs

Audit and mitigate fairness in classic NLP. Learn embedding-bias diagnostics (WEAT, SEAT, Bolukbasi-style debiasing critique), translation gender bias, ASR disparities by accent and dialect, sentiment-analysis bias, and the NLP fairness eval kit appropriate to your task family (classification, NER, ASR, MT).