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LLMs show political bias and can model societal behavior, new papers find

Two new research papers explore the political leanings and societal modeling capabilities of large language models (LLMs). The first paper demonstrates that LLMs can reconstruct aggregate voting behavior from sociodemographic profiles, accurately predicting election outcomes and political structures. The second paper argues that LLMs exhibit political biases, not by being moderate overall, but by presenting strongly partisan views on specific topics, and can exert significant persuasive influence on users' political attitudes, especially when steered. AI

IMPACT These studies highlight LLMs' potential for both understanding and influencing societal dynamics, raising questions about their role in shaping public opinion and political discourse.

RANK_REASON Two academic papers published on arXiv detailing research into LLM capabilities and biases.

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

LLMs show political bias and can model societal behavior, new papers find

COVERAGE [2]

  1. arXiv cs.CL TIER_1 English(EN) · Roman Neruda, Martin Bako\v{s}, Josef \v{S}lerka, V\'it Tu\v{c}ek, Petra Vidnerov\'a, Gabriela Kadlecov\'a ·

    Large Language Models as Implicit Sociological Models: Reconstructing Voting Behaviour from Sociodemographic Profiles

    arXiv:2608.15871v1 Announce Type: cross Abstract: Large language models (LLMs) trained on large-scale internet corpora encode extensive statistical regularities about social identities, attitudes, and political behaviour. This paper introduces and evaluates a methodological frame…

  2. arXiv cs.CL TIER_1 English(EN) · Nouar Aldahoul, Hazem Ibrahim, Aaron R. Kaufman, Talal Rahwan, Yasir Zaki ·

    The Political Ideology of Large Language Models: Measurement, Inconsistency, and Persuasive Influence

    arXiv:2505.04171v2 Announce Type: replace-cross Abstract: Large Language Models (LLMs) are a transformational technology, fundamentally changing how people obtain information and interact with the world. As people become increasingly reliant on them for an enormous variety of tas…