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Schwartz's Theory of Basic Human Values

techniqueactiveprovisionalschwartz-s-theory-of-basic-human-values-c743d94d·1 events·first seen 7d ago

Aliases: Schwartz's Theory of Basic Human Values

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4arXiv · cs.CL·7d ago·source ↗

Calibrated LLM annotation and encoder transfer for measuring human values in social media text

A new arXiv preprint investigates how different LLMs, prompts, and instruction languages operationalize Schwartz's theory of basic human values when annotating non-English social media posts. The authors evaluate annotation quality beyond standard F1 metrics, examining structural alignment, error structure, and confidence-ambiguity relations, finding that iterative prompt calibration reduces misattributions. They also demonstrate that LLM annotations can be transferred to a smaller encoder model via soft-label training, preserving theory-grounded value interpretations and uncertainty information.