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University of Pretoria, Lelapa AI
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W2V-BERT with tone conditioning slashed average word error rates to 28.41% for low-resource Southern Bantu languages, revealing critical architecture-language dynamics.
Annotating data in temporal proximity is the single biggest factor in high-quality labels, dwarfing individual annotator speed or tweet content.