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Sycophantic Praise: Evaluating Excessive Praise in Language Models

paperactiveprovisionalsycophantic-praise-evaluating-excessive-praise-in-language-models-627ee2c5·1 events·first seen 9d ago

Aliases: Sycophantic Praise: Evaluating Excessive Praise in Language Models

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5arXiv · cs.CL·9d ago·source ↗

Parameterized framework for measuring sycophantic praise in language models

A new arXiv paper argues that sycophantic praise and flattery constitute a distinct alignment problem separate from the more commonly studied excessive agreement. The authors introduce a parameterized framework that measures whether praise is excessive relative to contribution quality and expected user ability, outperforming generic LLM judges on human annotation agreement. Key finding: sycophantic praise occurs far more frequently in social and interpretive domains than in objective reasoning settings, positioning praise calibration as a distinct alignment challenge.