HomeLREC 2026WorkshopsPOLITICALNLPlrec2026-ws-politicalnlp-21
Back to POLITICALNLP 2026
LREC 2026workshop

An Examination of the Party Leanings of Large Language Models

Proceedings of the Second Workshop on Building Educational Applications Using NLP

DOI:10.63317/2guhsurix7ke

Abstract

This paper examines the party leanings of international and Norwegian large language models. The experiments are two-fold; first they are asked to answer the question of a Valgomat–an election affiliation guide–as a neutral observer, and secondly as if it were a paying party member of the parties in the data. Results show that the neutral prompting show centrist leanings, whereas models struggle with mimicking party members. Models with additional training on Norwegian text performed better on this task.

Details

Paper ID
lrec2026-ws-politicalnlp-21
Pages
pp. 195-203
BibKey
bungum-etal-2026-examination
Editors
N/A
Publisher
European Language Resources Association (ELRA)
ISSN
N/A
ISBN
N/A
Workshop
Proceedings of the Second Workshop on Building Educational Applications Using NLP
Location
Palma, Mallorca, Spain
Date
11 - 16 May 2026

Authors

  • LB

    Lars Bungum

  • CH

    Charles Huang

  • JB

    Jari Bakken

Links