Deconstructing Stereotypes: Scope-Conditioned Generation for Effective Multilingual Counterspeech
Extensive evaluations show that stereotype-conditioned prompting substantially outperforms generic baselines across all three languages, obtaining significant gains in factuality, specificity, cogency, and effectiveness for both explicit and implicit implied stereotypes.