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Jin-Kai Zhang

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#large language models Review Open access Oct 2026

Beyond Mean Score Differences: Home Language and the Interpretation of Cognitive Test Performance in China

Large-scale surveys often use cognitive test total scores to describe group differences, but the construct meaning of such scores depends on task content, administration, language experience, and opportunities to learn. The China Family Panel Studies (CFPS) word test is an oral Mandarin character reading task with educ...

Man-Hong Xing, Jin-Kai Zhang, Gina S. Rhee · 0 citations

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