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most citedGPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction

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cs.CL2026

Seamless Deception: Larger Language Models Are Better Knowledge Concealers

Dhananjay Ashok, Ruth-Ann Armstrong, Jonathan May

Language Models (LMs) may acquire harmful knowledge, and yet feign ignorance of these topics when under audit. Inspired by the recent discovery of deception-related behaviour patte…