CML-Bench: A Framework for Evaluating and Enhancing LLM-Powered Movie Scripts Generation

arXiv, Under Review

Mingzhe Zheng, Dingjie Song, Guanyu Zhou, Jun You, Jiahao Zhan, Xuran Ma, Xinyuan Song, Ser-Nam Lim, Qifeng Chen, Harry Yang

TL;DR CML-Bench evaluates generated movie scripts through dialogue coherence, character consistency, and plot plausibility, and pairs this evaluation with targeted prompting instructions that improve script quality in human-aligned assessments.

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