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Olivia Macmillan-Scott

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#natural language process... Preprint Sep 2026

Framing the Narrative: Ideological Mimicry in Large Language Models

Large language models (LLMs) are increasingly used to answer questions about politically contentious issues, yet evaluations typically treat a model's stance as a relatively stable property. Real users, however, communicate political signals through their terminology, assumptions, and personal context. We investigate w...

Olivia Macmillan-Scott, Michael Jacobs, Nils W. Metternich et al. · 0 citations
#artificial intelligence Preprint Sep 2026

ContextAdapt: Evaluating Contextual Adaptation and Value Alignment in LLMs

Values such as honesty, autonomy, and confidentiality are often regarded as general principles underpinning AI alignment. However, what it means to act in accordance with these values can depend on the context in which a decision is made. In this paper, we ask whether large language models (LLMs) appropriately adapt th...

Olivia Macmillan-Scott, Mirco Musolesi · 0 citations

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