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S. Ho

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#machine learning Preprint Sep 2026

A Repeated-Measurement Study for Cultural Analytics of English Song Lyrics Using Five Large Language Models

The findings show that LLM-based measurement is not uniformly reliable across constructs, and Repeated-measurement stability and cross-model convergence should be reported before LLM annotations are treated as scalable measurements in cultural analytics.

E. Smith, S. Ho, D. Laux · 0 citations