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cs.AI 1 cs.CL 1

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2026 2

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Detecting and Controlling Sycophancy with Cascading Linear Features

cs.AI · 2026-06-23 · conditional · novelty 6.0

Cascading linear features extracted from graded sycophancy samples form separable subspaces that enable detection, scoring, and steering of sycophantic behavior in LLMs, matching or exceeding LLM-judge and prompting baselines.

The Cylindrical Representation Hypothesis for Language Model Steering

cs.CL · 2026-05-03 · unverdicted · novelty 6.0

The Cylindrical Representation Hypothesis (CRH) models LLM representations as a central axis for concept activation surrounded by a normal plane containing sensitive sectors that determine steering sensitivity and introduce intrinsic uncertainty.

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  • Detecting and Controlling Sycophancy with Cascading Linear Features cs.AI · 2026-06-23 · conditional · none · ref 3

    Cascading linear features extracted from graded sycophancy samples form separable subspaces that enable detection, scoring, and steering of sycophantic behavior in LLMs, matching or exceeding LLM-judge and prompting baselines.