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cs.CL2025
AfriStereo: A Culturally Grounded Dataset for Evaluating Stereotypical Bias in Large Language Models
Yann Le Beux, Oluchi Audu, Oche D. Ankeli +4
Existing AI bias evaluation benchmarks largely reflect Western perspectives, leaving African contexts underrepresented and enabling harmful stereotypes in applications across vario…
cs.CL2025
Reasoning Beyond Labels: Measuring LLM Sentiment in Low-Resource, Culturally Nuanced Contexts
Millicent Ochieng, Anja Thieme, Ignatius Ezeani +5
Sentiment analysis in low-resource, culturally nuanced contexts challenges conventional NLP approaches that assume fixed labels and universal affective expressions. We present a di…