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Beyond Individual Personas: Aligning Synthetic Dialogue to Population-Level Behavior Distributions

arXiv:2606.07893v1 Announce Type: new Abstract: Synthetic dialogue corpora are increasingly used as proxies for target dialogue data, yet persona-grounded generators optimize individual conversations rather than corpus composition, yielding locally plausible dialogues with distorted population-level behavior mixes. We introduce GroupPersona, a framework that aligns synthetic dialogue corpora to the behavior distribution of a reference corpus. GroupPersona turns population statistics into...

arXiv CS 1d ago