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From script to breakdown: A run-based test harness for LLM-assisted script breakdown

Tech Papers 2026: This paper presents a run-based harness for evaluating LLM-assisted breakdown workflows under declared evidence, retrieval, configuration and review conditions.

Abstract 

Large Language Models (LLMs) are increasingly being used to assist script breakdowns in pre-production. Yet a breakdown is not a simple extraction task: a screenplay is both a dramatic text and production blueprint, and the cues that drive scheduling, budgeting and departmental preparation are unevenly distributed, variably explicit and sometimes intentionally unresolved. 

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