Polar is a new cross-context benchmark showing LLM political bias measurements are not fixed but vary with country, issue, model, and language.
arXiv preprint arXiv:2505.04393 , year=
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
LLMs display left bias on abstract policy questions but align with centrist parties and exhibit change-aversion on real Swiss federal referenda.
citing papers explorer
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Polar: A Benchmark for Evaluating Political Bias in LLMs
Polar is a new cross-context benchmark showing LLM political bias measurements are not fixed but vary with country, issue, model, and language.
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The Invisible Coalition Partner: How LLMs Vote When Democracy Gets Concrete
LLMs display left bias on abstract policy questions but align with centrist parties and exhibit change-aversion on real Swiss federal referenda.