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Austin C. Kozlowski

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#natural language process... Preprint Nov 2026

Persona Perspectives: Adopting Viewpoints Reorganizes Representations in LLMs

Common methods for monitoring features in large language models (LLMs) such as linear probes and sparse autoencoders (SAEs) assume that features maintain a consistent representation across contexts. LLMs, however, can flexibly adopt different perspectives or"personas"that suggest different underlying systems of concept...

Austin C. Kozlowski, Avi I. Mintz, Madison Lee · 0 citations

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