Political Bias in Language Models

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9 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution

    May 26, 2026Adib Sakhawat, Syed Rifat Raiyan, Tahsin Islam +3Political Bias in Language ModelsLanguage Model Bias Evaluation

    Systems and Software Lab (SSL) Department of Computer Science and Engineering Islamic University of Technology, Dhaka, Bangladesh

  2. It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt

    May 22, 2026Stuart Bladon, Brinnae BentPolitical Bias in Language ModelsLanguage Model Bias Evaluation

    Duke University

  3. Reducing Political Manipulation with Consistency Training

    May 21, 2026Long Phan, Devin Kim, Alexander Pan +3Social Bias in Language ModelsPolitical Bias in Language Models

    Center for AI Safety · UC Berkeley

  4. How Far Will They Go? Red-Teaming Online Influence with Large Language Models

    May 20, 2026Daniel C. Ruiz, Anna Serbina, Ashwin Rao +2Language Model SteeringLLM Auditing

    Information Sciences Institute University of Southern California Los Angeles, CA, USA

  5. Diagnosing Korean-Language LLM Political Bias via Census-Grounded Agent Simulation

    May 18, 2026Sungwoo KangPolitical Bias in Language ModelsLanguage Model Calibration

    Department of Electrical and Computer Engineering Korea University, Seoul, Republic of Korea

  6. AI-Mediated Communication Can Steer Collective Opinion

    May 15, 2026Stratis Tsirtsis, Kai Rawal, Chris Russell +2Opinion DynamicsLLM Auditing

    1Hasso Plattner Institute · 2Oxford Internet Institute, University of Oxford · 3Weizenbaum Institute

  7. Political Plasticity: An Analysis of Ideological Adaptability in Large Language Models

    May 8, 2026Bruno Bianchi, Diego Tiscornia, Matias Travizano +1Political Bias in Language ModelsLanguage Model Bias Evaluation

    Lab. de Inteligencia Artificial Aplicada, Instituto de Ciencias de la Computación · Dpto. de Computación, Facultad de Cs. Exactas y Naturales, UBA-Argentina · Disarmista

  8. The Invisible Coalition Partner: How LLMs Vote When Democracy Gets Concrete

    May 3, 2026Joel BarmettlerPolitical Bias in Language ModelsLanguage Model Bias Evaluation

    Independent Researcher Zurich, Switzerland

  9. Can AI Debias the News? LLM Interventions Improve Cross-Partisan Receptivity but LLMs Overestimate Their Own Effectiveness

    May 1, 2026Faisal Feroz, Jonas R. KunstLLM EvaluationHuman Behavior Simulation

    Department of Experimental Psychology, University of Oxford · Uehiro Oxford Institute, University of Oxford · Psychology Programme, School of Social Sciences, Nanyang Technological University +1

  10. Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor

    Apr 30, 2026Petter Törnberg, Michelle SchimmelLLM SycophancyPolitical Bias in Language Models

    Institute of Logic, Language and Computation (ILLC), University of Amsterdam, Amsterdam, Netherlands

  11. A Multi-Dimensional Audit of Politically Aligned Large Language Models

    Apr 27, 2026Lisa Korver, Mohamed Mostagir, Sherief RedaLLM AuditingPolitical Bias in Language Models

    Department of Computer Engineering Brown University Providence, RI 02906 · Ross School of Business University of Michigan Ann Arbor, MI 48109

  12. Ideological Bias in LLMs' Economic Causal Reasoning

    Apr 23, 2026Donggyu Lee, Hyeok Yun, Jungwon Kim +4Political Bias in Language ModelsLanguage Model Bias Evaluation

    Graduate School of Data Science, KAIST, Daejeon, South Korea · College of Business, KAIST, Daejeon, South Korea · School of Computing, KAIST, Daejeon, South Korea +1

  13. When Bigger Isn't Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation

    Apr 23, 2026Nannan Huang, Iffat Maab, Junichi YamagishiSocial Bias in Language ModelsPolitical Bias in Language Models

    RMIT University, Australia · National Institute of Informatics, Tokyo, Japan

  14. Polarization by Default: Auditing Recommendation Bias in LLM-Based Content Curation

    Apr 17, 2026Nicolò Pagan, Christopher Barrie, Chris Andrew Bail +1LLM PromptingSocial Bias in Language Models

    University of Zurich, Department of Informatics, Zurich, CH · New York University, Department of Sociology, New York, USA · University of Oxford, Department of Sociology, Oxford, UK +2

  15. A Scalable Entity-Based Framework for Auditing Bias in Large Language Models

    Jan 18, 2026Akram Elbouanani, Aboubacar Tuo, Adrian PopescuLLM AuditingPolitical Bias in Language Models

    Université Paris-Saclay, CEA, List, F-91120, Palaiseau, France

  16. The Language You Ask In: Language-Conditioned Ideological Divergence in LLM Analysis of Contested Political Documents

    Jan 17, 2026Oleg SmirnovMultilingual Language Model EvaluationPolitical Bias in Language Models

    Microsoft / Stockholm, Sweden

  17. What Is The Political Content in LLMs' Pre- and Post-Training Data?

    Sep 26, 2025Tanise Ceron, Dmitry Nikolaev, Dominik Stammbach +1LLM AuditingPolitical Bias in Language Models

    Bocconi University, Italy · University of Manchester, UK · Princeton University, USA

  18. Political Ideology Shifts in Large Language Models

    Aug 22, 2025Pietro Bernardelle, Stefano Civelli, Leon Fröhling +3Political Bias in Language ModelsLanguage Model Bias Evaluation

    The University of Queensland, Brisbane, Australia · GESIS, Cologne, Germany · University of Udine, Udine, Italy