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ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Political Ideology Shifts in Large Language Models — Data & Results

Authors: Bernardelle, Pietro; Civelli, Stefano; Fröhling, Leon; Lunardi, Riccardo; ROITERO, KEVIN; Demartini, Gianluca;

Political Ideology Shifts in Large Language Models — Data & Results

Abstract

This repository contains the supplementary material for the paper Political Ideology Shifts in Large Language Models.We provide two ZIP archives: data.zip — All necessary input files to reproduce the results in the paper. results.zip — Processed output files containing the results reported in the paper. The associated codebase for running the experiments is available at:https://github.com/d-lab/political-ideology-shifts-in-LLMs Our study investigates how adopting synthetic personas influences ideological expression in seven large language models (7B–70B+ parameters), using the Political Compass Test as a standardized probe. We identify scale-dependent patterns in ideological malleability and reveal that both explicit ideological cues and thematic content in persona descriptions systematically steer model behavior.

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    citations
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average