Dramaturge: A Divide-and-Conquer Approach for Narrative Script Refinement via Collaborative LLM Agents
Researchers propose Dramaturge, a hierarchical multi-agent system for iterative refinement of long narrative scripts using LLMs. The system addresses the challenge of revising lengthy narratives by decomposing the task into three stages: Global Review to assess overall storyline and structural issues, Scene-level Review to identify detailed scene and sentence flaws, and Hierarchical Coordinated Revision to ensure consistency across edits. This divide-and-conquer approach aims to overcome inconsistencies that arise when LLMs make direct modifications to long texts. The paper is available on arXiv under identifier 2510.05188.
Key facts
- Dramaturge is a hierarchical multiple LLM agent system.
- It uses a divide-and-conquer approach for narrative script refinement.
- The system has three stages: Global Review, Scene-level Review, and Hierarchical Coordinated Revision.
- Global Review focuses on overall storyline and structural issues.
- Scene-level Review identifies detailed scene and sentence flaws.
- Hierarchical Coordinated Revision ensures consistency between local edits and narrative requirements.
- The approach aims to improve long narrative scripts generated by LLMs.
- The paper is published on arXiv with ID 2510.05188.
Entities
Institutions
- arXiv