Frontier LLMs consistently output Western-style individualist advice on personal dilemmas even when prompted with non-Western cultural contexts, exceeding survey-measured local values by an average of 0.76 points on a 1-5 scale.
Anthropic
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
This survey examines applications of social choice theory to aggregating human feedback in AI alignment, identifying failure modes and expanding design options for disagreement.
citing papers explorer
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When AI Speaks, Whose Values Does It Express? A Cross-Cultural Audit of Individualism-Collectivism Bias in Large Language Models
Frontier LLMs consistently output Western-style individualist advice on personal dilemmas even when prompted with non-Western cultural contexts, exceeding survey-measured local values by an average of 0.76 points on a 1-5 scale.
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AI Alignment From Social Choice Perspectives
This survey examines applications of social choice theory to aggregating human feedback in AI alignment, identifying failure modes and expanding design options for disagreement.