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Tag Questions Reveal a Generational Reversal of Sycophancy Across 45 Language Models

First seen · 7/27/2026, 12:02 PMLatest activity · 7/27/2026, 12:02 PM

The paper measures how a two-word confirmation tag changes model endorsement on 20 ground-truth-free choices between defensible alternatives. Across 45 language models, the tag effect ranges from +32% to -32%. Five models are significantly sycophantic and 17 significantly resistant at BH-FDR q=.10. Within several families, the effect becomes more negative in newer generations, including GPT (+4 to -28) and Claude (+7 to -32), at roughly six points per year. Ablations suggest the behavior is triggered by the surface form of an agreement bid rather than by the user’s stated preference.

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  1. AggregatorarXiv7/27, 12:02 PMnot independentRepresentative
    Tag Questions Reveal a Generational Reversal of Sycophancy Across 45 Language Models