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The Granularity Gap: A Multi-Dimensional Longitudinal Audit of Sycophancy in Gemini Models

Patrick Keough
Jun 5, 2026 at 04:00
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arXiv:2606.05183v1 Announce Type: cross Abstract: Large language models are increasingly deployed as high-stakes advisors, yet standard alignment benchmarks treat sycophancy as a binary failure mode. We introduce the Granularity Gap: coarse binary metrics mask substantial social-compliance behaviors where models capitulate to user framing,...

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