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Ying-Ying Yu

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#machine learning Preprint Sep 2026

How Many Humans Are 32 LLM Judges Worth?

A realizable hard-label construction confirms that higher spectral diversity can coexist with worse distribution recovery even under equal member energies and nonnegative correlations, and the consensus direction retains $\gamma_{\mathrm{co}}=43.8\%$, $33.7\%$, and $35.9\%$ of centered residual variance.

Chao Li, Ying-Ying Yu, Yun-Feng Li · 1 citation

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