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Persona-conditioned Image Generation on ZIP-Bench User Study 1.0 (Expert annotation (100 profiles))

79Win% (Expert A)ZIPPY
55.0861.2967.573.71Jun 7, 2026

Evaluation results

MethodLinks
ZIPPYmode=0-shot, comparison_baseline=No-Persona, n (comparisons)=2502026.0679
ZIPPYmode=3-shot, comparison_baseline=TV (3-shot), n (comparisons)=1252026.0678
ZIPPYmode=3-shot, comparison_baseline=ViPer (FT), n (comparisons)=2502026.0665
ZIPPYmode=3-shot, comparison_baseline=DrUM (FT), n (comparisons)=2502026.0658
ZIPPYmode=0-shot, comparison_baseline=TV (3-shot), n (comparisons)=1252026.0656