AI RESEARCH
One Sentence, One Drama: Personalized Short-Form Drama Generation via Multi-Agent Systems
arXiv CS.CV
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ArXi:2605.22144v1 Announce Type: new Existing approaches for digital short-drama production typically rely on one-shot LLM generated scripts and loosely coupled pipelines, which fail to satisfy three key requirements of short-drama generation: (1) narrative pacing, resulting in weak hooks, insufficient escalation, and unattractive endings; (2) spatial consistency, leading to drifting scene layouts and inconsistent character positions across clips; and (3) production-level quality control, requiring extensive manual review and correction across script and visual stages.