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Geometric Representations of African Languages: A Regional Semantic Hub and Cultural Steering
We study how Gemma 4 31B represents African languages and responds to cultural steering. The first study compares nine African languages and three controls using probes, contrast directions, and measures of representation similarity. Transfer from English varies across languages and layers. Directio
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