Language models encoding social stereotypes and discriminatory bias

Executive Summary

Language models trained on historical data systematically learn and reproduce social stereotypes, producing discriminatory outputs across protected characteristics including sex, religion and age. Organisations deploying such models risk regulatory liability, reputational harm and reinforcement of the very inequalities their policies seek to address.