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Paper · arXiv

AfriSyCo: Measuring Assertive Framing, Verification, and Wording Sensitivity Around African-Language Content

AfriSyCo studies answer switching around African-language factual content with two complementary layers: native-language follow-ups and a controlled cross-language factorial whose question, options, and target remain in the African language while the follow-up framing is English. We analyze 1,415 turn-1-correct model-language-item observations derived from 100 source questions across seven open-weight checkpoints and six languages; turn-1-correct denotes observed first-response accuracy, not demonstrated knowledge. Under native prompts, assertive endorsement produces 29.3 percentage points more any-turn false-target selection than mention-plus-verification (M+V), with a 19.0-point immedia...

AuthorsDavid Ababio Awuni, Rose-Mary Owusuaa Mensah Gyening, Elvis Gyasi Owusu
Primary categorycs.CL
Published15 September 2026
Last updated at source15 September 2026
cs.CLcs.AIcs.LG
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