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Leon Fröhling

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When Persona Attributes Improve Population Alignment in Large Language Models

It is proposed that observed human response variation of a survey question is a potential explanation for the mixed performance observed so far in persona prompting and new insights are provided on the effectiveness of different attribute selection methods for LLM-based survey prediction using persona prompting.

Leon Fröhling, Jens Rupprecht, Markus Strohmaier et al. · 2 citations
#natural language process... Open access Aug 2025

Political Ideology Shifts in Large Language Models

Large language models (LLMs) are increasingly deployed in politically sensitive contexts, raising concerns about their susceptibility to ideological biases. In this work, we examine how synthetic persona conditioning shapes ideological expression across seven open-weight instruction-tuned models (7B-72B parameters) usi...

Pietro Bernardelle, Stefano Civelli, Leon Fröhling et al. · 5 citations

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