stereotypical-bias

AmchiBias introduces the first benchmark for measuring socio-cultural stereotypical bias in Goan identity groups, covering 313 minimal pairs in English and Konkani across eight sociodemographic dimensions. Evaluating multilingual encoder models reveals near-chance performance in Konkani and limited Goan cultural competence.