SocioEval is a new hierarchical template framework that evaluates socioeconomic bias in 13 LLMs across 3120 responses, finding bias rates from 0.42% to 33.75% with 10x higher rates in lifestyle judgments than education decisions.
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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
Power-law data distributions outperform uniform ones for compositional reasoning by creating asymmetry that lets frequent skill compositions scaffold rare ones with less data.
citing papers explorer
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SocioEval: A Template-Based Framework for Evaluating Socioeconomic Status Bias in Foundation Models
SocioEval is a new hierarchical template framework that evaluates socioeconomic bias in 13 LLMs across 3120 responses, finding bias rates from 0.42% to 33.75% with 10x higher rates in lifestyle judgments than education decisions.
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The Power of Power Law: Asymmetry Enables Compositional Reasoning
Power-law data distributions outperform uniform ones for compositional reasoning by creating asymmetry that lets frequent skill compositions scaffold rare ones with less data.