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@@ -116,12 +116,12 @@ sampling error (80.1%, n≈980). Closing the remaining gap to the teacher self-a
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  ceiling likely requires methodological changes (multi-sample distribution distillation,
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  preference optimization) rather than more of the same data.
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- ### System-level reference — not yet measured
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- The authors plan to report population-level accuracy (MAE of predicted answer distributions
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- vs. real Korean survey results, using stratified sampling + post-stratification against KOSIS
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- census margins) in a future update. Those numbers will depend on a private aggregation
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- pipeline and will be reported for context only.
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  ## Limitations and ethical considerations
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  ceiling likely requires methodological changes (multi-sample distribution distillation,
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  preference optimization) rather than more of the same data.
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+ ### System-level accuracy — not measured
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+ Population-level accuracy (e.g., MAE of predicted answer distributions against real Korean
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+ survey results) is **not measured in this release**. All reported metrics quantify fidelity
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+ to the teacher and standalone model behavior only; no claim is made about agreement with
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+ actual public opinion.
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  ## Limitations and ethical considerations
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