Separating controlled divergence from evidence-governed absorption reduces persona-environment self-locking, cutting macro-theme repetition from 61.8% to 36.3% in a same-runtime 40-day A/B.
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2 Pith papers cite this work, alongside 3 external citations. Polarity classification is still indexing.
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Multicultural multi-agent LLM systems exhibit substantially lower value diversity than human societies on the World Values Survey, with diversity uncorrelated to per-agent alignment and further reduced by agent interactions.
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AutoPersonas: A Multi-Timescale Loop Engine for Open-Ended Persona Evolution
Separating controlled divergence from evidence-governed absorption reduces persona-environment self-locking, cutting macro-theme repetition from 61.8% to 36.3% in a same-runtime 40-day A/B.
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Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems
Multicultural multi-agent LLM systems exhibit substantially lower value diversity than human societies on the World Values Survey, with diversity uncorrelated to per-agent alignment and further reduced by agent interactions.